AI Prompt Engineer & ML Specialist STEM Career Packet

Introduce your middle and high school students to one of the fastest-growing tech careers with this comprehensive, no-prep 6-page printable STEM Career Packet! Designed specifically for Career and Technical Education (CTE), Computer Science, and STEM elective classrooms, this multi-day unit gives students an authentic, in-depth look at what an AI Prompt Engineer & Machine Learning Specialist does, earning potential, and the technical and soft skills they can begin developing right now in school.

Through a blend of career research, applied prompt engineering frameworks, algorithm bias audits, and app prototyping, this unit bridges abstract artificial intelligence concepts with hands-on, high-engagement activities.

What’s Included in this 6-Page Deep-Dive Packet:

• Page 1: Career Snapshot & Tech Breakdown

  Features an overview of industry salary ranges (entry-level to senior positions), projected job growth statistics, essential technical and soft skills, an actionable high school preparation roadmap, and targeted comprehension check questions.

• Page 2: Day in the Life Scenario Challenge

  Students step into the role of a Junior AI Systems Specialist tasked with troubleshooting "Emergency Bot 9000." They analyze real-world prompt failures, diagnose system outputs, and master the structured R-T-C-C Framework (Role, Task, Context, Constraint) to write clear, effective AI instructions.

• Page 3: Hands-On Unplugged Simulation

  Brings machine learning mechanics to life without requiring computers! Students participate in the "Human LLM" Sandwich Lab to experience token limits and instruction precision, followed by an applied hospital triage prompt optimization activity.

• Page 4: Career Ethics & Workplace Dilemma

  Drives critical thinking as students audit an automated hiring algorithm for systemic bias. Includes a structured ethical decision matrix and justification worksheet to guide discussions on algorithmic fairness, training data quality, and responsible AI development.

• Page 5: Design Brief & Innovation Lab

  A creative blueprinting assignment where students act as lead product designers constructing a "StudyBuddy AI" educational application. They define core features, establish system inputs, and write custom safety guardrails and content filters.

• Page 6: Virtual Simulator & Career Portfolio

  Features a guided hands-on lab using Google’s free Teachable Machine tool, accompanied by a career reflection exit ticket to help students document their learning and evaluate their interest in machine learning careers.

Teacher Benefits:

• 100% Unplugged & Copy-Paste Friendly: Formatted in clean text with zero dark background boxes or code blocks for seamless editing in Google Docs, Word, or Canva.

• Flexible Multi-Day Unit: Spans 3 to 5 full class periods; ideal for Computer Science units, CTE pathways, STEM electives, or emergency sub plans.

• Turnkey STEM Engagement: Combines career exploration, applied logic, real-world ethics, and digital prototyping into a single ready-to-print resource!